nba_clusts: Clustered NBA positions dataset

In clustree: Visualise Clusterings at Different Resolutions

Clustered NBA positions dataset

Description

NBA positions dataset clustered using k-means with a range of values of k

Usage

nba_clusts

Format

nba_clusts is a data.frame containing the NBA positions dataset with additional columns holding k-means clusterings at different values of k and the first two principal components

• Position - Player position

• TurnoverPct - Turnover percentage

• ReboundPct - Rebound percentage

• AssistPct - Assist percentage

• FieldGoalPct - Field goal percentage

• K1 - K5 - Results of k-means clustering

• PC1 - First principal component

• PC2 - Second principal component

Source

NBA positions downloaded from https://github.com/lazappi/nba_positions.

The source dataset is available from Kaggle at https://www.kaggle.com/drgilermo/nba-players-stats/data?select=Seasons_Stats.csv and was originally scraped from Basketball Reference.

See https://github.com/lazappi/clustree/blob/master/data-raw/nba_clusts.R for details of how clustering was performed.

clustree documentation built on Nov. 6, 2023, 1:07 a.m.